Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64252	TPA	Amy C Bowman	2001-08-19	UHC-43285-35	—	6542 Valley View Dr, Eden Prairie, MN, 55368	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-61239	TPA	Lauren Schmidt	1958-01-11	—	4944651390	6676 Central Ave, Austin, TX, 78741	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52064	TPA	Karen Walker	1965-08-19	—	—	8920 Grand Ave, Denver, CO, 80288	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54227	TPA	Alan V Brown	1974-07-24	—	—	7523 Central Ave, Tempe, AZ, 85234	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-60114	TPA	Hannah S Bailey	1947-05-14	—	—	1908 Forest Ave # 695, Houston, TX, 77076	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
TPA-62033	TPA	Kevin Nguyen	1977-12-18	UHC-97416-97	—	3474 Palm Dr, Tempe, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53829	TPA	Brenda Jimenez	1946-09-24	—	—	3317 Mountain View Dr, Atlanta, GA, 30315	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59960	TPA	Jose Torres	1962-07-26	—	7986801290	5904 Desert Sky Blvd, Eden Prairie, MN, 55389	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53421	TPA	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56801	TPA	Bill Wrighht	1999-12-01	—	—	5224 Apache Blvd, Fresno, CA, 93732	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60425	TPA	Albrt Santos	1975-05-16	—	—	7865 Hillcrest Rd, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53467	TPA	Brittany Graham	1987-01-04	—	—	3057 Sunset Blvd, Tampa, FL, 33635	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55037	TPA	Charles Liittle	1951-04-09	—	—	2376 Washington St, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52770	TPA	Grace Gonzalez	1947-09-26	—	—	1884 Union St, Las Vegas, NV, 89154	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50168	TPA	Mark Stevens	1988-08-18	—	7463369917	3343 Apache Blvd, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-59433	TPA	Ralph Jimenez	1989-07-12	—	4026440112	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54262	TPA	Jerry Nelson	2005-05-26	UHC-34021-91	—	4180 Apache Blvd, Charlotte, NC, 28250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55147	TPA	Joseph P Lee	1974-05-25	—	—	5814 Sage Ct, Scottsdale, AZ, 85254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52272	TPA	Jeremy Garrett	1996-11-08	—	—	2455 Pine Dr, Nashville, TN, 37279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54598	TPA	Nathan Hall	1939-08-26	—	—	7748 Bayshore Dr, Austin, TX, 78735	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50135	TPA	Marc Mendoza	1995-05-19	—	—	9058 Maple Ave, Los Angeles, CA, 90037	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58804	TPA	Frank D Simmons	1950-01-23	—	—	1973 Harbor Blvd, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61533	TPA	Mateo Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56992	TPA	Kelly Contreras	1992-03-23	UHC-65136-03	—	9844 Valley View Dr, Las Vegas, NV, 89120	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-62245	TPA	Emily Obrien	1941-06-06	—	—	1389 Lincoln Way, Atlanta, GA, 30392	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-58712	TPA	Noah Greene	1950-02-17	—	6764416981	1784 River Rd, Atlanta, GA, 30300	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55275	TPA	Megan Herrera	1991-02-23	—	—	4453 Indian School Rd, Denver, CO, 80228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60780	TPA	Deborah Grant	1942-10-14	UHC-98028-76	6849207501	4908 Ridge Rd, Chandler, AZ, 85203	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63424	TPA	Vincent Meyer	1984-12-22	—	3678386470	237 Sage Ct, Plano, TX, 75014	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59885	TPA	Marilyn Hall	1963-03-04	—	—	1501 Valley View Dr, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62946	TPA	Kayla B Dominguez	2005-12-04	—	—	9187 Hillcrest Rd, Mesa, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60825	TPA	Andrew Sanders	1991-07-16	—	2044451309	5567 Bayshore Dr, Tampa, FL, 33617	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63291	TPA	Roy Young	1986-11-17	—	—	967 Oak St, Gilbert, AZ, 85202	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-59813	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
TPA-52612	TPA	Hunt Stephanie	1938-10-16	—	4562020786	1688 Grand Ave, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-51871	TPA	Joseph Porter	1950-10-08	UHC-81208-98	—	6339 Valley View Dr, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-59134	TPA	Cynthia West	1970-05-14	UHC-57502-44	—	8007 Washington St, Tampa, FL, 33681	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63991	TPA	Dorothy Russell	1990-09-17	—	7049231856	9373 Spring St, Mesa, AZ, 85208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52414	TPA	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-57756	TPA	Mariana Mreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-61186	TPA	Shirley Thomas	1950-01-03	—	8914942053	4157 Jefferson Ave, San Diego, CA, 92155	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58043	TPA	Bradley Williamson	1951-10-02	—	—	5316 Forest Ave, Charlotte, NC, 28289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56868	TPA	Christina Turner	1980-02-06	—	—	4965 Meadow Ln, Tucson, AZ, 85710	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56616	TPA	Judith Owens	1969-09-17	—	—	8433 Lincoln Way, Miami, FL, 33151	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-61981	TPA	Jordan D Padilla	2000-03-12	—	—	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53146	TPA	Kevin Peters	1976-04-17	—	—	2466 Broadway, Columbus, OH, 43297	0.66	Two-digit birth year Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50643	TPA	Martha Carter	1989-09-22	UHC-40028-30	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52475	TPA	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60820	TPA	Priya Oliver	1991-12-26	UHC-10668-45	—	8786 Harbor Blvd, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more

2,435 rows, page 27 of 49Previous Next